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Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties2022 Geoscientific model development article Environmental Science Air Quality Monitoring and Forecasting Open access
Clara Betancourt, Timo T. Stomberg, Ann-Kathrin Edrich, Ankit Patnala, Martin G. Schultz, Ribana Roscher, +2 more
30citations -
Upscaling Net Ecosystem Exchange Over Heterogeneous Landscapes With Machine Learning2021 Geo-Leo e-docs (Deutsche Initiative für Netzwerkinformation) article Environmental Science Plant Water Relations and Carbon Dynamics Open access
Oliver Reitz, Alexander Graf, Marius Schmidt, Gunnar Ketzler, Michael Leuchner
50citations -
Quantifying mangrove leaf area index from Sentinel-2 imagery using hybrid models and active learning2022 International Journal of Remote Sensing article Environmental Science Remote Sensing in Agriculture Open access
Nguyễn An Bình, Leon T. Hauser, Pham Viet Hoa, Giang Thị Phương Thảo, Nguyen Ngoc An, Huynh Song Nhut, +1 more
49citations -
Mapping tree species diversity across the Amazon using remote sensing, diverse environmental data and machine learning2026 International Journal of Applied Earth Observation and Geoinformation article Environmental Science Remote Sensing in Agriculture Open access
Shoyo Nakamura, Nandin‐Erdene Tsendbazar, Hans ter Steege, Lars Hein, Jannik Schultner
0citations -
A gridded air quality forecast through fusing site-available machine learning predictions from RFSML v1.0 and chemical transport model results from GEOS-Chem v13.1.0 using the ensemble Kalman filter2023 Geoscientific model development article Environmental Science Air Quality Monitoring and Forecasting Open access
Jianbing Jin, Arjo J. Segers, Hong Liao, Ke Li, Bufan Xu, Wei Han, +2 more
14citations -
Machine learning-based emission rate estimates of global methane super-emissions2026 Atmospheric measurement techniques article Environmental Science Atmospheric and Environmental Gas Dynamics Open access
Clayton Roberts, Joannes D. Maasakkers, Tobias A. de Jong, Berend J. Schuit, Shubham Sharma, Théo Huegens, +3 more
0citations -
A Spatiotemporal Deep Learning Approach for Urban Pluvial Flood Forecasting with Multi-Source Data2023 Water article Environmental Science Hydrological Forecasting Using AI Open access cited by 1 patent
Benjamin Burrichter, Julian Hofmann, Juliana Koltermann da Silva, André Niemann, Markus Quirmbach
45citations -
How to enrich training data for machine learning-based landslide hazard prediction with spatio-temporal precipitation information?2026 Georisk Assessment and Management of Risk for Engineered Systems and Geohazards article Environmental Science Landslides and related hazards Open access
Ann-Kathrin Edrich, Anil Yıldiz, Ribana Roscher, Julia Kowalski
1citations -
Comparative assessment of flood risk using AHP and machine learning models in Kurigram district, Bangladesh2026 Journal of Geospatial Science and Analytics article Environmental Science Flood Risk Assessment and Management Open access
Pranta Bhowmik, Aminul Haque Laskor, Ananta Bhowmik, Mohaimenul Islam
0citations -
A blended TROPOMI+GOSAT satellite data product for atmospheric methane using machine learning to correct retrieval biases2023 Atmospheric measurement techniques article Environmental Science Atmospheric and Environmental Gas Dynamics Open access
Nicholas Balasus, Daniel J. Jacob, Alba Lorente, Joannes D. Maasakkers, Robert J. Parker, Hartmut Boesch, +4 more
82citations -
Forecasting future states of the environment with machine learning: a case study on water scarcity2026 Journal of Industrial Ecology article Environmental Science Environmental Impact and Sustainability Open access
Niklas Engberg, Carlos Felipe Blanco, Valerio Barbarossa, Conny A. Bakker, Ruud Balkenende, Justin Z. Lian, +1 more
0citations -
A learning network approach to resolve conservation challenges in the Ngorongoro Conservation Area2020 African Journal of Ecology article Environmental Science Conservation, Biodiversity, and Resource Management Open access
W. E. Harris, Selvino R. de Kort, Caroline M. Bettridge, Joana Borges, Bradley Cain, Hamadi Iddi Dulle, +21 more
10citations -
Enhancing Research-to-Operations in Hydrological Forecasting: Innovations across Scales and Horizons2025 Bulletin of the American Meteorological Society article Environmental Science Hydrology and Watershed Management Studies Open access
Ilias G. Pechlivanidis, Yiheng Du, James Clement Bennett, Marie‐Amélie Boucher, Annie Y.-Y. Chang, Louise Crochemore, +17 more
17citations -
Material intensity database for the Dutch building stock: Towards Big Data in material stock analysis2021 Journal of Industrial Ecology article Environmental Science Sustainability and Ecological Systems Analysis Open access
Benjamin Sprecher, Teun Johannes Verhagen, Marijn Louise Sauer, Michel Baars, John Heintz, Tomer Fishman
100citations -
Early environmental quality and life-course mental health effects: The Equal-Life project2021 Environmental Epidemiology article Environmental Science Health, Environment, Cognitive Aging Open access
John W. Gulliver, Alessandro Bozzon, Achilleas Psyllidis, Jenny Selander, Marco Brambilla, María Foraster, +6 more
51citations -
AutoML for estimating grass height from ETM+/OLI data from field measurements at a nature reserve2022 GIScience & Remote Sensing article Environmental Science Remote Sensing in Agriculture Open access
Nuno César de Sá, Mitra Baratchi, Vincent Buitenhuis, Perry Cornelissen, Peter M. van Bodegom
13citations -
Histogram via entropy reduction (HER): an information-theoretic alternative for geostatistics2020 Hydrology and earth system sciences article Environmental Science Soil Geostatistics and Mapping Open access
Stephanie Thiesen, Diego M. Vieira, Mirko Mälicke, Ralf Loritz, Florian Wellmann, Uwe Ehret
17citations